'How to change case of whole column to lowercase?
I want to Change case of whole column to Lowercase in Spark Dataset
Desired Input
+------+--------------------+
|ItemID| Category name|
+------+--------------------+
| ABC|BRUSH & BROOM HAN...|
| XYZ|WHEEL BRUSH PARTS...|
+------+--------------------+
Desired Output
+------+--------------------+
|ItemID| Category name|
+------+--------------------+
| ABC|brush & broom han...|
| XYZ|wheel brush parts...|
+------+--------------------+
I tried with collectAsList() and toString(), which is slow and complex procedure for very large dataset.
I also found a method 'lower' but didnt get to know how to get it work in dasaset Please suggest me a simple or effective way to do the above. Thanks in advance
Solution 1:[1]
Use lower function from org.apache.spark.sql.functions
For instance:
df.select($"q1Content", lower($"q1Content")).show
The output.
+--------------------+--------------------+
| q1Content| lower(q1Content)|
+--------------------+--------------------+
|What is the step ...|what is the step ...|
|What is the story...|what is the story...|
|How can I increas...|how can i increas...|
|Why am I mentally...|why am i mentally...|
|Which one dissolv...|which one dissolv...|
|Astrology: I am a...|astrology: i am a...|
| Should I buy tiago?| should i buy tiago?|
|How can I be a go...|how can i be a go...|
|When do you use ...|when do you use ...|
|Motorola (company...|motorola (company...|
|Method to find se...|method to find se...|
|How do I read and...|how do i read and...|
|What can make Phy...|what can make phy...|
|What was your fir...|what was your fir...|
|What are the laws...|what are the laws...|
|What would a Trum...|what would a trum...|
|What does manipul...|what does manipul...|
|Why do girls want...|why do girls want...|
|Why are so many Q...|why are so many q...|
|Which is the best...|which is the best...|
+--------------------+--------------------+
Solution 2:[2]
first you should add the library by
import static org.apache.spark.sql.functions.lower;
then you need to put the lower method at the right spot. here is an example:
.and(lower(df1.col("field_name")).equalTo("offeringname"))
I've read all answers here and then tried it myself, for some reason i was stuck with IntelliJ Idea for couple of minutes until I could make it understand (library wise). If you faced this glitch, just add the library by recommendations of IntelliJ as it will pop-up when something is unknown.
Good luck.
Solution 3:[3]
You can do it like this in Scala:
import org.apache.spark.sql.functions._
val dfAfterLowerCase = dfInitial.withColumn("column_name", lower(col("column_name")))
dfAfterLowerCase.show()
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
| Solution | Source |
|---|---|
| Solution 1 | Alberto Bonsanto |
| Solution 2 | Aramis NSR |
| Solution 3 | Yauheni Leaniuk |
